Career Transition

**How AI Breaks the Career Ladder: Automation and Coordination Failure in Knowledge-Intensive Firms** by [Claudio Zucca](https://www.linkedin.com/in/claudio-zucca-b691292/) AI automation creates an intertemporal tradeoff for knowledge-intensive firms: cutting junior workers to exploit cheap automation boosts short-term profits but depletes the career pipeline needed to develop future senior talent. Individual f irms can resolve this tension through lateral hiring from competitors, but the industry as a whole cannot—lateral markets merely redistribute talent from a collectively shrinking pool. We develop a dynamic model with nested CES production calibrated to law firms, investment banking, and management consulting, treating the industry as a closed system where senior professionals must be developed internally through multi-year apprenticeships. When all f irms optimize automation individually, they collectively eliminate 92–95% of the junior talent pipeline. Dynamic simulations show firms maintaining career ladders sacrifice 16–32% of potential automation gains in the short run but ultimately achieve 60–112% higher output when partner scarcity becomes the binding constraint. Crossover periods occur 8–15 years after the automation shock (at absolute periods t=14 for investment banking, t=16 for law firms, and t=20 for management consulting). Although automation initially boosts output by 50%, the subsequent destruction of the career pipeline depletes the senior professionals who are production complements to automation, causing output to fall below the pre-shock baseline despite continued robot usage. This creates a coordination failure combining Becker’s training externality with common pool resource dynamics: individual firms can free-ride on competitors’ training investments through lateral hiring, but when all firms automate simultaneously, lateral markets cannot expand aggregate capacity. Solutions require industry wide coordination **Hidden Signals in Text Embeddings: Recovering Skill Hierarchies with Inductive Hyperbolic Representations** by [Thiago Brant](https://www.linkedin.com/in/thiago-quaresma-chaves-brant-605a21b/) Many areas of learning have a hidden order: some skills and ideas need to come before others. In this work, we ask whether that order can be inferred from the subtle signals already embedded in text embeddings, even when the model is not explicitly told which concept should point to which. We train a self-supervised system that learns from text descriptions, places concepts in a curved space well suited for hierarchies, and uses only a very small hint to keep the overall direction consistent. When tested on entirely new skills, the method recovers prerequisite direction better than a comparable standard baseline. Control experiments also show that the gains come from meaningful semantic information in the text. Overall, the results suggest that text representations contain hidden clues about learning order, and that hyperbolic geometry helps bring that structure out.

Outdoor calisthenics workouts are a fantastic way to build strength, improve fitness, and enjoy the great outdoors 😁🦾 Calisthenics is a form of strength training that uses the resistance of your body and gravity to help strengthen your muscles and improve your coordination, endurance, and mobility. It’s a workout that relies on body weight with little or no equipment. In fact, almost all common bodyweight exercises are considered calisthenics exercises. Some examples include: - airsquats - pushups - pullups - frogstand -handstand -musclup -backlever aso 😁 Whether you’re a beginner or an advanced athlete, calisthenics provides a holistic approach to fitness. 🏋️‍♂️💪

There are many resources available for guidance on how to write code that is efficient and results in more sustainable software applications, but applying these at scale can be challenging, and often isn’t a priority for busy teams. GitHub have recently released Agentic Workflows, a way of specifying automation tasks in human-readable format to be performed by an AI agent as part of a GitHub Actions workflow. In this talk, Max Mizzi from GitHub's Sustainability team gives an overview of Agentic Workflows, and will demonstrate how they can be used to improve software efficiency through both structured green software rules and autonomous performance engineering. He'll finish by walking through a real-world use-case showing how the technology helped to dramatically reduce the energy consumption - and carbon footprint - of a major website. Come along if you want to learn more about using AI to improve the energy efficiency of your software. Check out the Green Software Brighton [website](https://greensoftwarebrighton.co.uk/) for links to previous talks. Arrive from 18:00 for pizza and drinks. Event will start at 18:30. We always head for a drink and a chat locally afterwards too. --- ***Thank you to Runway East for use of their space to host our events and to Silicon Brighton and the Green Software Foundation for supporting us.***

Has it been just you and your phone lately? It’s easy to feel connected yet still feel alone. Digital interactions can’t replace the warmth of eye contact, real laughter, and meaningful conversations. True connection happens when we step away from our screens and show up as ourselves — present, open, and engaged. At Fast Friending, we create spaces where real relationships begin. - just genuine conversations and shared moments. Because nothing compares to meeting face-to-face, discovering common ground, and walking away with a connection that truly feels real. **You will need to buy a ticket for attending -** [https://lux23rdmay.eventbrite.co.uk](https://lux23rdmay.eventbrite.co.uk) \*You can use any debit or credit card to purchase your ticket at PayPal checkout. It will ask you for your email address but that is only to send you a receipt. You do not need a PayPal account. TICKETS:- Early Bird - €5 / person Regular Ticket - €10 / person Cash at meetup: If you do not purchase a ticket in advance then you can pay Shye cash of €15 when you attend. **Here’s how your evening will flow:-** **7:00 PM – Welcome** Arrive at 7:00 PM and be welcomed by your host, Shye, who will guide the evening and help with introductions. Feeling shy? Come a little early and she’ll ease you into small-group conversations. You’re also welcome to bring a lady friend along for free. **7:30 – 8:30 PM \| Fast Friending** Chat with a new attendee every 3 minutes, ensuring you meet a variety of like-minded ladies and gentlemen. **After 8:30 PM \| Open Mingling** Reconnect with those you enjoyed speaking to and continue meaningful conversations at your own pace \- We are not a close knit tight group\. Our evenings are warm and comfortable for members attending for the first time and those coming alone\. You will not feel alone\! \- We have many groups in this city\. Members of our other groups who RSVP are included as guests of the organisers in order to give you an indication of expected people\. \- This evening is for ladies and gents in the 21 to 45 age group\. While some will be at the younger end of this range there will also be others at the other end of the range and lots in\-between\! You will naturally gel with others of your own age range and so you will always find many attendees who fit your range\. \- We are not a dating group\. Our events are not organised to manage your dating life\. Our group is created to help ladies and gents meet other like minded ladies and gents\. Please do not attend our event if a perfect gender balance is important for your enjoyment of our meet\-up\. Why do we have tickets? 1. Cover our costs - Our host is compensated for their time and work. We also pay meetup and have dedicated staff to manage our events, hosts, venues and communication. 2. Group Safety - By securing your ticket we have a record and you contribute to a well organized evening where everyone is more committed and better behaved. 3. Management - Tickets help us better manage attendee group size, book suitable space and activity. ABOUT [fastfriends.co.uk ](https://fastfriends.co.uk/)- We have connected members successfully for the past 10 years in over 30 cities (operating as Expatsclub, MeetConnectDevelop and fastfriends.co.uk). \-\-\-\-\-\-\-\-\-\-\-\-\-\- You can contact our founder Dan on +447715705005 with any questions or ideas. \-\-\-\-\-\-\-\- **Here are some videos which will give you some guidance and comfort to make your attendance more productive.** Secrets of socializing at our meetups - [http://bit.ly/secrets-socializing ](http://bit.ly/secrets-socializing) How to make new friends - [https://www.youtube.com/watch?v=v6GB0Hc_bSs](https://www.youtube.com/watch?v=v6GB0Hc_bSs)

Ready for a different kind of afterwork? Want to get buzzed with inspiration? **Join our Meaningful Afterwork!** A relaxed and uplifting space for meaningful conversations inspired by the Bahá’í Writings. Together, we explore deep questions about life, purpose, and the world around us, connecting spiritual insights with the realities of everyday living and the challenges of society. An open, co-created, and collaborative space for reflection, discussion, and consultation, where everyone is welcome to be a protagonist, share, listen, and think together. And because meaningful connection also happens around the table, this is also a potluck-style gathering: feel free to bring something to share! Food for the soul… and for the body ;) Come as you are. Bring your openness and curiosity, meet new people and recharge your spirit! The Details: * 📅 **Date:** Friday, 22nd May * ⏰ **Time:** 6:30pm * 📍 **Location:** 17, Allée Léopold Goebel, Luxembourg City In case you have further questions, feel free to contact us via email ([meaningfulafterwork@gmail.com](https://meaningfulafterwork@gmail.com "https://meaningfulafterwork@gmail.com")). Warmly, Your Meaningful Afterwork Team P.S.: As spaces for the upcoming Meaningful Afterwork will be limited, please sign up via the link below to let us know if you’re coming, if you’re bringing a colleague, and what treats you might be bringing for the potluck: 🔗 [https://forms.gle/9LxXX4PmwA62vhZM7](https://forms.gle/9LxXX4PmwA62vhZM7)

**Titre :** Rejoignez-nous pour une soirée de développement personnel et de convivialité avec les Orateurs de Luxembourg ! **Description :** Vous pensez que Toastmasters, c’est seulement pour apprendre à parler en public ? Détrompez-vous ! Avec les Orateurs de Luxembourg, nos réunions offrent bien plus que cela. Venez découvrir un environnement accueillant où vous pourrez non seulement améliorer vos compétences oratoires, mais aussi : * **Développer votre écoute active** pour mieux comprendre les autres. * **Socialiser et rencontrer de nouvelles personnes** dans une atmosphère conviviale et bienveillante. * **Élargir votre cercle d’amis** et créer des liens durables. * **Accroître votre intelligence émotionnelle**, essentielle tant dans la vie professionnelle que personnelle. Que vous soyez un orateur débutant ou expérimenté, nos séances sont conçues pour vous aider à grandir, à vous sentir à l’aise face à un public et à renforcer vos interactions humaines. Chaque rencontre est une opportunité d’apprendre, de s’amuser et de se connecter. **Où :** 65, Avenue de la Gare, Luxembourg Inscrivez-vous dès maintenant sur Meetup et **principalement sur** [Easyspeak](https://tmclub.eu/view_agenda.php?t=249123) **! Nous avons hâte de vous accueillir.** Pour les membres courantes du club merci de **prendre des rôles** en particulier **meneur d’improvisation**, **évaluateurs,** **rôles transverses et tout type de discours.** **Programme:** 18h45 : Accueil des participants 19h : Début de la séance 19h - 19h40 : Roles et improvisations 19h40- 20h20 : Discours et évaluations 20h20 - 20h45 : Remise des prix et clôture de la séance Nous vous prions d'arriver quelques minutes en avance. La séance commence à l'heure indiquée.

This one is going to be big. Like, really big. ✨ **AI & Everyone** is back — and this is the biggest edition before summer. If you've been waiting for the right moment to show up, meet the community, and get on top of everything happening in **AI right now** — this is it. 🙌 We'll be sharing exciting news about what's coming next for **AI & Coffee** — meetups and community updates you won't want to miss. This is more than a gathering. It's where Luxembourg's **AI community** — and beyond — comes together. Curious minds, builders, creators, professionals, students. All in one room. All welcome. **☕** \*\*\* **AI & Everyone** is one of many formats hosted by the AI & Coffee Team - but this one is the biggest one that only happens once a month in a special setup. There is **a limit on attendees**, so make sure to reserve your spot as early as possible. Our next gathering will be on **Sunday, 24 May**, at **Hertz Pop Up** (44 Grand Rue 1660, · Luxembourg, LU). The official event is **from 15h00 to 18h00**, but **make sure to come a bit eariler so you can make the most out of it**. Here's what to expect 👇 🎤 Community members pitching their projects and initiatives 🔬 Live demos happening in every corner of the room 🤝 Open networking, interviews and real conversations 🌍 AI news, trends, tools and real-world applications 💡 And announcements you'll want to hear first The official programme runs 15h00 to 18h00 — but come early to make the most of it, and stay as long as you like after. Spots are limited and this edition will sell out. ⚡ After 18h00, the gathering is free to continue for dinner at the restaurant, so there’s space for organic conversations, networking, and community building. 💡 **Special feature:** If you would like the opportunity to pitch your ideas or share your project at the beginning of the event, please contact one of the hosts or via the Whatsapp group that AI & Coffee has for the community. (This Whatsapp group is only accessible for people who have attended one of our events.) ☕ **We’ll gather for open conversations about:** • AI news, trends, tools, and real-world applications • Personal projects, ideas, and reflections • Ethics, creativity, and the societal impact of AI • Connecting, learning, and building community 👥 **Who’s welcome?** Everyone. Students, developers, creatives, entrepreneurs, researchers, or anyone simply curious about AI. No experience required. 💡 **What to expect** • Casual, open atmosphere • Guests from the community presenting at the start • Free-flowing conversations and networking • No pressure, no presentations (except for invited pitches) 🎉 The event is free. Drinks or food are at your own expense. 🎟️ Please download the MeetUp app and have your ticket ready to check-in at the entrance. Bring your curiosity, questions, and an open mind — and let’s explore AI together.

Friday evening sketching session at Villa Vauban. Every friday Villa Vauban is free between 6-9pm. To benefit from this we willl have a monthly sketch & sip session (in that order :)) using a specific room/painting in the museum. Agenda: 6pm (early arrivals) - meeting at the reception and move to a room by 6:10 7pm - for those of us that cannot leave work earlier, I will post where to find us in whatsapp. Sketching until 8 8pm - share our sketches 8-9pm sip your favorite wine, beer etc in a bar/restaurant in the city centre. Fee: To ensure a more clear picture on the participation, there is a fee of 5 EUR per event and 3 EUR for early confirmations. The RSVPs will be closed 4 or 5 days prior to ensure bookings for the drinks can be finalized. Join the whatsapp group to keep informed and share your work: https://chat.whatsapp.com/CDtDO1GurPrA4ceFPePeQb

To secure your spot please register on the official registration site here --> [https://www.eventbrite.com/e/building-opportunities-government-contracting-construction-panel-tickets-1988031527816](https://www.eventbrite.com/e/building-opportunities-government-contracting-construction-panel-tickets-1988031527816) Part of the Pathways to Procurement series. Hear from construction and government leaders, followed by networking. Join us for an engaging panel discussion designed to connect businesses within the construction and government ecosystem. We're bringing together experienced professionals from local government, construction, and related industries to share insights on upcoming projects, procurement processes, and what businesses need to know to successfully engage in public-sector opportunities. Panelists will discuss trends, expectations, and real-world considerations when working with government entities. Following the panel conversation, attendees will have the opportunity to **network with panelists and fellow business owners**, build relationships, and continue the discussion in a relaxed setting with light food and refreshments. **Event Highlights** * Networking * Light food and drinks * Panel Discussion: Expert guidance on upcoming city projects and opportunities Whether you are actively pursuing government contracts or looking to better understand the landscape, this event offers valuable perspectives and meaningful connections.

This is a free, in person meeting. Burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. We look forward to having you join us! This class is sponsored by the Dianetics & Scientology Life Improvement Center of Central Ohio.

Join us for the first gathering of The Pause Collective — a supportive meetup for neurodivergent women navigating perimenopause, menopause, burnout, overwhelm, and life transitions. This will be a relaxed, low-pressure coffee shop meetup focused on connection and conversation. No need to prepare anything. No pressure to share. Come as you are. We’ll spend time getting to know each other, talking about what brought us here, and exploring what kind of community we’d like to create together. This space is neurodivergent-affirming, self-diagnosis-friendly, and supportive of different communication styles and energy levels.

Do you want more motivation and confidence to build Lasting Relationships? This is a free, in-person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Are you burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival, while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This class is held at the Dianetics and Scientology Life Improvement Center.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

Hybrid registration links at https://greatcareers.org/events-calendar/career-success-group-job-seeker-accountability-networking-hybrid/ The Career Success Group is a networking meeting held on the 2nd Monday and a hybrid meeting 4th Thursday of each month from 9:30-10:30 AM ET with [Kevin Keene](https://www.linkedin.com/in/kevinekeene/). Join us if you are looking for a new opportunity, to grow your career, or if you are in a job transition. 1. Practice your elevator pitch in a safe space 2. Check-in for accountability 3. Set goals for your job search for the week 4. Meet others to build your LinkedIn network 5. Learn about upcoming events 6. Ask questions **CHAPTER LEADER** [Kevin Keene](https://www.linkedin.com/in/kevinekeene/) kekeene@comcast.net

Have a small business? Ever wish you could just ask some questions around how to grow your business, get more customers or just know what the freak you are doing with sales? Now is your chance!! Every month we are hosting the "Ask an Expert" at the Columbus Metro Library, Main campus. I will be there to answer your Sales related questions. Drop-in for sales coaching designed to help small business owners, entrepreneurs, and sales professionals sharpen their sales approach. Whether you have questions on how to refine your pitch, are looking to close deals more quickly, or are working on building better client relationships, Smashing Your Sales Goals Coaches are here to help. Drop-in to get expert insights, actionable strategies and real-time solutions to grow your business and generate higher profits. Drop-In Sales Coaching is FREE + OPEN to the public. No appointment needed. First come, first served. EPIC Learning created. Accelerate Columbus supported.